What's the difference between "adviser" and "advisor"?

AP style guide says no to "advisor" but doesn't say why. I am interested in the etymology of the word and why there is a difference. It may be merely a case where neither is more correct than the other and being consistent with it is all that matters. However, I don't know. Which is why I ask Fluther!